{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "library(ggplot2)\n",
    "library(gcookbook)\n",
    "library(RColorBrewer)\n",
    "library(repr)\n",
    "library(gridExtra)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# RColorBrewer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ttdBxp5399lH951q5BQ95x9Qkgc6Bxn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\nTkSuQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "options(repr.plot.width = 4, repr.plot.height =8)\n",
    "display.brewer.all()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# About Brewer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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tyNNN5n9a8eFQS8Rb8qdyPJ+1UF7MsvSO8jv8qAzxutcP8g/8XNktL/5Xz5Bel9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\ng8FUcT0AAAAASUVORK5CYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "options(repr.plot.width = 8, repr.plot.height = 4)\n",
    "## 填充调色板\n",
    "#scale_fill_discrete\n",
    "#scale_fill_hue\n",
    "#scale_fill_grey\n",
    "#scale_fill_brewer\n",
    "#scale_fill_manual\n",
    "p<-ggplot(uspopage, aes(x=Year, y=Thousands,fill=AgeGroup))+geom_area()\n",
    "p1<-p+scale_fill_discrete()\n",
    "p2<-p+scale_fill_hue()\n",
    "p3<-p+scale_fill_brewer()\n",
    "p4<-p+scale_fill_grey()\n",
    "p5<-p+scale_fill_manual(values=c(\"#AAAAAA\",\"#BBBBBB\",\"#BBBBBC\",\"#BBBBCB\",\"#BBBCBB\",\"#BBCBBB\",\"#BCBBBB\",\"#CBBBBB\"))\n",
    "grid.arrange(p1,p5,ncol=2)\n",
    "\n",
    "\n",
    "## 轮廓调色板\n",
    "#scale_color_discrete\n",
    "#scale_color_hue\n",
    "#scale_color_grey\n",
    "#scale_color_brewer\n",
    "#scale_color_manual"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Mapping color with variable"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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28EDu05Qa425HwReKikTFodEDhBzwlytYHApoqqBD4+tOIh9HQ9J0tXgSJfBB4q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\nDFAxCAxQMQgMUDH/H6HIy0iHtHksAAAAAElFTkSuQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "options(repr.plot.width = 8, repr.plot.height = 8)\n",
    "# group(分组) -- Cultivar \n",
    "p1 <- ggplot(cabbage_exp, aes(x=Date,y=Weight,group=Cultivar))+geom_bar(stat = \"identity\",colour=\"black\", position=\"dodge\")\n",
    "# fill(填充) -- Cultivar \n",
    "p2 <- ggplot(cabbage_exp, aes(x=Date,y=Weight,fill=Cultivar))+geom_bar(stat = \"identity\",colour=\"black\", position=\"dodge\")\n",
    "# colour（轮廓） -- cyl -- 使用连续型色板\n",
    "p3 <- ggplot(mtcars, aes(x=wt,y=mpg))+geom_point(aes(colour=cyl))\n",
    "# colour（轮廓） -- 因子化cyl -- 使用离散型色板\n",
    "p4 <- ggplot(mtcars, aes(x=wt,y=mpg))+geom_point(aes(colour=factor(cyl)))\n",
    "# gridExtra \n",
    "grid.arrange(p1,p2,p3,p4,ncol=2,nrow=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "R",
   "language": "R",
   "name": "ir"
  },
  "language_info": {
   "codemirror_mode": "r",
   "file_extension": ".r",
   "mimetype": "text/x-r-source",
   "name": "R",
   "pygments_lexer": "r",
   "version": "3.5.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
